id float64 | operation string | admin0name string | admin0pcode string | admin1name string | admin1pcode string | admin2name string | admin2pcode string | adminlevel int64 | numpresentidpind int64 | reportingdate timestamp[ns] | yearreportingdate int64 | monthreportingdate int64 | roundnumber int64 | displacementreason string | numbermales int64 | numberfemales int64 | idporiginadmin1name string | idporiginadmin1pcode string | assessmenttype string | operationstatus string | esa_source string | esa_processed string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
null | Lombok Earthquake | Indonesia | IDN | null | null | null | null | 0 | 432,015 | 2018-09-30T00:00:00 | 2,018 | 9 | 1 | Natural disaster | 231,513 | 200,502 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
null | Central Sulawesi Earthquake | Indonesia | IDN | null | null | null | null | 0 | 206,030 | 2018-11-30T00:00:00 | 2,018 | 11 | 1 | Natural disaster | 103,923 | 102,107 | Sulawesi Tengah | IDN72 | SA | Inactive | HDX | 2026-05-06 |
145,552 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | Lombok Timur | IDN5203 | 2 | 63,289 | 2018-09-30T00:00:00 | 2,018 | 9 | 1 | Natural disaster | 33,923 | 29,366 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
145,553 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | Lombok Utara | IDN5208 | 2 | 64,412 | 2018-10-30T00:00:00 | 2,018 | 10 | 2 | Natural disaster | 30,658 | 33,754 | Nusa Tenggara Barat | IDN52 | SA | Inactive | HDX | 2026-05-06 |
145,530 | Mt Agung Volcano | Indonesia | IDN | Bali | IDN51 | Bangli | IDN5106 | 2 | 19 | 2017-10-30T00:00:00 | 2,017 | 10 | 1 | Natural disaster | 11 | 8 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
138,390 | Aceh earthquake | Indonesia | IDN | Aceh | IDN11 | Pidie | IDN1109 | 2 | 3,240 | 2016-12-26T00:00:00 | 2,016 | 12 | 1 | Natural disaster | 1,523 | 1,717 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
50,231 | Central Sulawesi Earthquake | Indonesia | IDN | Sulawesi Tengah | IDN72 | null | null | 1 | 206,030 | 2018-11-30T00:00:00 | 2,018 | 11 | 1 | Natural disaster | 103,923 | 102,107 | Sulawesi Tengah | IDN72 | SA | Inactive | HDX | 2026-05-06 |
145,573 | Central Sulawesi Earthquake | Indonesia | IDN | Sulawesi Tengah | IDN72 | Sigi | IDN7210 | 2 | 35,415 | 2018-12-30T00:00:00 | 2,018 | 12 | 2 | Natural disaster | 17,983 | 17,432 | Sulawesi Tengah | IDN72 | SA | Inactive | HDX | 2026-05-06 |
8,238 | Central Sulawesi Earthquake | Indonesia | IDN | Sulawesi Tengah | IDN72 | null | null | 1 | 110,373 | 2018-12-30T00:00:00 | 2,018 | 12 | 2 | Natural disaster | 56,080 | 54,293 | Sulawesi Tengah | IDN72 | SA | Inactive | HDX | 2026-05-06 |
58,269 | Aceh earthquake | Indonesia | IDN | Aceh | IDN11 | null | null | 1 | 76,692 | 2016-12-26T00:00:00 | 2,016 | 12 | 1 | Natural disaster | 36,222 | 40,470 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
146,397 | Garut floods | Indonesia | IDN | Jawa Barat | IDN32 | Garut | IDN3205 | 2 | 1,355 | 2016-11-26T00:00:00 | 2,016 | 11 | 1 | Natural disaster | 731 | 624 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
145,568 | Central Sulawesi Earthquake | Indonesia | IDN | Sulawesi Tengah | IDN72 | Donggala | IDN7205 | 2 | 80,553 | 2018-11-30T00:00:00 | 2,018 | 11 | 1 | Natural disaster | 40,577 | 39,976 | Sulawesi Tengah | IDN72 | SA | Inactive | HDX | 2026-05-06 |
145,555 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | Mataram | IDN5271 | 2 | 1,577 | 2018-10-30T00:00:00 | 2,018 | 10 | 2 | Natural disaster | 769 | 808 | Nusa Tenggara Barat | IDN52 | SA | Inactive | HDX | 2026-05-06 |
145,558 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | Sumbawa | IDN5204 | 2 | 24,094 | 2018-09-30T00:00:00 | 2,018 | 9 | 1 | Natural disaster | 12,960 | 11,134 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
null | Garut floods | Indonesia | IDN | null | null | null | null | 0 | 1,355 | 2016-11-26T00:00:00 | 2,016 | 11 | 1 | Natural disaster | 731 | 624 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
145,557 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | Sumbawa | IDN5204 | 2 | 5,556 | 2018-10-30T00:00:00 | 2,018 | 10 | 2 | Natural disaster | 2,687 | 2,869 | Nusa Tenggara Barat | IDN52 | SA | Inactive | HDX | 2026-05-06 |
145,559 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | Sumbawa Barat | IDN5207 | 2 | 5,323 | 2018-10-30T00:00:00 | 2,018 | 10 | 2 | Natural disaster | 2,696 | 2,627 | Nusa Tenggara Barat | IDN52 | SA | Inactive | HDX | 2026-05-06 |
null | Central Sulawesi Earthquake | Indonesia | IDN | null | null | null | null | 0 | 5,876 | 2018-11-30T00:00:00 | 2,018 | 11 | 1 | Natural disaster | 2,964 | 2,912 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
33,250 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | null | null | 1 | 432,015 | 2018-09-30T00:00:00 | 2,018 | 9 | 1 | Natural disaster | 231,513 | 200,502 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
145,551 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | Lombok Timur | IDN5203 | 2 | 17,670 | 2018-10-30T00:00:00 | 2,018 | 10 | 2 | Natural disaster | 8,462 | 9,208 | Nusa Tenggara Barat | IDN52 | SA | Inactive | HDX | 2026-05-06 |
null | Aceh earthquake | Indonesia | IDN | null | null | null | null | 0 | 76,692 | 2016-12-26T00:00:00 | 2,016 | 12 | 1 | Natural disaster | 36,222 | 40,470 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
145,571 | Central Sulawesi Earthquake | Indonesia | IDN | Sulawesi Tengah | IDN72 | Palu | IDN7271 | 2 | 51,730 | 2018-11-30T00:00:00 | 2,018 | 11 | 1 | Natural disaster | 26,124 | 25,606 | Sulawesi Tengah | IDN72 | SA | Inactive | HDX | 2026-05-06 |
145,532 | Mt Agung Volcano | Indonesia | IDN | Bali | IDN51 | Tabanan | IDN5102 | 2 | 8 | 2017-10-30T00:00:00 | 2,017 | 10 | 1 | Natural disaster | 4 | 4 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
null | Mt Agung Volcano | Indonesia | IDN | null | null | null | null | 0 | 13,739 | 2017-10-30T00:00:00 | 2,017 | 10 | 1 | Natural disaster | 7,251 | 6,488 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
145,549 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | Lombok Tengah | IDN5202 | 2 | 7,222 | 2018-10-30T00:00:00 | 2,018 | 10 | 2 | Natural disaster | 3,489 | 3,733 | Nusa Tenggara Barat | IDN52 | SA | Inactive | HDX | 2026-05-06 |
145,550 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | Lombok Tengah | IDN5202 | 2 | 10,917 | 2018-09-30T00:00:00 | 2,018 | 9 | 1 | Natural disaster | 5,845 | 5,072 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
145,566 | Central Sulawesi Earthquake | Indonesia | IDN | Sulawesi Tengah | IDN72 | Donggala | IDN7205 | 2 | 2,324 | 2018-11-30T00:00:00 | 2,018 | 11 | 1 | Natural disaster | 1,172 | 1,152 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
33,213 | Mt Agung Volcano | Indonesia | IDN | Bali | IDN51 | null | null | 1 | 13,739 | 2017-10-30T00:00:00 | 2,017 | 10 | 1 | Natural disaster | 7,251 | 6,488 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
145,548 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | Lombok Barat | IDN5201 | 2 | 95,179 | 2018-09-30T00:00:00 | 2,018 | 9 | 1 | Natural disaster | 51,145 | 44,034 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
138,391 | Aceh earthquake | Indonesia | IDN | Aceh | IDN11 | Pidie Jaya | IDN1118 | 2 | 73,452 | 2016-12-26T00:00:00 | 2,016 | 12 | 1 | Natural disaster | 34,699 | 38,753 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
145,567 | Central Sulawesi Earthquake | Indonesia | IDN | Sulawesi Tengah | IDN72 | Donggala | IDN7205 | 2 | 50,811 | 2018-12-30T00:00:00 | 2,018 | 12 | 2 | Natural disaster | 25,825 | 24,986 | Sulawesi Tengah | IDN72 | SA | Inactive | HDX | 2026-05-06 |
145,531 | Mt Agung Volcano | Indonesia | IDN | Bali | IDN51 | Buleleng | IDN5108 | 2 | 13,712 | 2017-10-30T00:00:00 | 2,017 | 10 | 1 | Natural disaster | 7,236 | 6,476 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
null | Central Sulawesi Earthquake | Indonesia | IDN | null | null | null | null | 0 | 110,373 | 2018-12-30T00:00:00 | 2,018 | 12 | 2 | Natural disaster | 56,080 | 54,293 | Sulawesi Tengah | IDN72 | SA | Inactive | HDX | 2026-05-06 |
58,318 | Central Sulawesi Earthquake | Indonesia | IDN | Sulawesi Tengah | IDN72 | null | null | 1 | 5,876 | 2018-11-30T00:00:00 | 2,018 | 11 | 1 | Natural disaster | 2,964 | 2,912 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
145,560 | Lombok Earthquake | Indonesia | IDN | Nusa Tenggara Barat | IDN52 | Sumbawa Barat | IDN5207 | 2 | 29,735 | 2018-09-30T00:00:00 | 2,018 | 9 | 1 | Natural disaster | 15,645 | 14,090 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
145,569 | Central Sulawesi Earthquake | Indonesia | IDN | Sulawesi Tengah | IDN72 | Palu | IDN7271 | 2 | 567 | 2018-11-30T00:00:00 | 2,018 | 11 | 1 | Natural disaster | 286 | 281 | Not available | Not available | SA | Inactive | HDX | 2026-05-06 |
Indonesia IOM Displacement Tracking Matrix (DTM) from API
Publisher: International Organization for Migration (IOM) · Source: HDX · License: hdx-other · Updated: 2026-05-04
Abstract
This dataset comes from the International Organization for Migration (IOM)'s displacement tracking matrix (DTM) publicly accessible API. This API allows the humanitarian community, academia, media, government, and non-governmental organizations to utilize the data collected by DTM. The DTM API only provides non-sensitive IDP figures, aggregated at the country, Admin 1 (states, provinces, or equivalent), and Admin 2 (smaller subnational administrative areas) levels. For more detailed information, please see the country-specific DTM datasets on HDX.
Each row in this dataset represents subnational administrative unit observations. Temporal coverage is indicated by the reportingdate column(s). Geographic scope: IDN.
Curated into ML-ready Parquet format by Electric Sheep Africa.
Dataset Characteristics
| Domain | Conflict and security |
| Unit of observation | Subnational administrative unit observations |
| Rows (total) | 45 |
| Columns | 23 (8 numeric, 14 categorical, 1 datetime) |
| Train split | 36 rows |
| Test split | 9 rows |
| Geographic scope | IDN |
| Publisher | International Organization for Migration (IOM) |
| HDX last updated | 2026-05-04 |
Variables
Geographic — admin0name (Indonesia), admin0pcode (IDN), admin1name (Nusa Tenggara Barat, Sulawesi Tengah, Bali), admin1pcode (IDN52, IDN72, IDN51), admin2name (Sigi, Donggala, Palu) and 7 others.
Temporal — reportingdate, monthreportingdate (range 9.0–12.0).
Demographic — numbermales (range 4.0–231513.0), numberfemales (range 4.0–200502.0).
Outcome / Measurement — roundnumber (range 1.0–2.0).
Identifier / Metadata — id (range 8238.0–146397.0), numpresentidpind (range 8.0–432015.0), esa_source, esa_processed.
Other — operation (Lombok Earthquake, Central Sulawesi Earthquake, Mt Agung Volcano), operationstatus.
Quick Start
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/asia-displacement-indonesia-iom-dtm-from-api")
train = ds["train"].to_pandas()
test = ds["test"].to_pandas()
print(train.shape)
train.head()
Schema
| Column | Type | Null % | Range / Sample Values |
|---|---|---|---|
id |
float64 | 17.8% | 8238.0 – 146397.0 (mean 122278.5135) |
operation |
object | 0.0% | Lombok Earthquake, Central Sulawesi Earthquake, Mt Agung Volcano |
admin0name |
object | 0.0% | Indonesia |
admin0pcode |
object | 0.0% | IDN |
admin1name |
object | 17.8% | Nusa Tenggara Barat, Sulawesi Tengah, Bali |
admin1pcode |
object | 17.8% | IDN52, IDN72, IDN51 |
admin2name |
object | 35.6% | Sigi, Donggala, Palu |
admin2pcode |
object | 35.6% | IDN7210, IDN7205, IDN7271 |
adminlevel |
int64 | 0.0% | 0.0 – 2.0 (mean 1.4667) |
numpresentidpind |
int64 | 0.0% | 8.0 – 432015.0 (mean 64681.6) |
reportingdate |
datetime64[ns] | 0.0% | |
yearreportingdate |
int64 | 0.0% | 2016.0 – 2018.0 (mean 2017.5778) |
monthreportingdate |
int64 | 0.0% | 9.0 – 12.0 (mean 10.4889) |
roundnumber |
int64 | 0.0% | 1.0 – 2.0 (mean 1.3111) |
displacementreason |
object | 0.0% | Natural disaster |
numbermales |
int64 | 0.0% | 4.0 – 231513.0 (mean 33211.3333) |
numberfemales |
int64 | 0.0% | 4.0 – 200502.0 (mean 31470.2667) |
idporiginadmin1name |
object | 0.0% | Not available, Sulawesi Tengah, Nusa Tenggara Barat |
idporiginadmin1pcode |
object | 0.0% | Not available, IDN72, IDN52 |
assessmenttype |
object | 0.0% | |
operationstatus |
object | 0.0% | |
esa_source |
object | 0.0% | |
esa_processed |
object | 0.0% |
Numeric Summary
| Column | Min | Max | Mean | Median |
|---|---|---|---|---|
id |
8238.0 | 146397.0 | 122278.5135 | 145552.0 |
adminlevel |
0.0 | 2.0 | 1.4667 | 2.0 |
numpresentidpind |
8.0 | 432015.0 | 64681.6 | 24094.0 |
yearreportingdate |
2016.0 | 2018.0 | 2017.5778 | 2018.0 |
monthreportingdate |
9.0 | 12.0 | 10.4889 | 10.0 |
roundnumber |
1.0 | 2.0 | 1.3111 | 1.0 |
numbermales |
4.0 | 231513.0 | 33211.3333 | 12272.0 |
numberfemales |
4.0 | 200502.0 | 31470.2667 | 11659.0 |
Curation
Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (N/A, null, none, -, unknown, no data, #N/A) were unified to NaN. 1 column(s) were cast from string to numeric or datetime based on parse-success rate (>85% threshold). The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.
Limitations
- Data originates from International Organization for Migration (IOM) and has not been independently validated by ESA.
- Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
- The following columns have >20% missing values and should be treated with caution in modelling:
admin2name,admin2pcode. - Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.
Citation
@dataset{hdx_asia_displacement_indonesia_iom_dtm_from_api,
title = {Indonesia IOM Displacement Tracking Matrix (DTM) from API},
author = {International Organization for Migration (IOM)},
year = {2026},
url = {https://data.humdata.org/dataset/idn-iom-dtm-from-api},
note = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}
Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.
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